{"id":"W3028245662","doi":"10.1007/s00381-020-04660-0","title":"Missed intracranial injuries are rare in emergency departments using the PECARN head injury decision rules","year":2020,"lang":"en","type":"article","venue":"Child s Nervous System","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Neurosurgery; Medical emergency; Head injury; Emergency medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002609199,0.0002933116,0.0005958992,0.00007957039,0.0003074777,0.0000513782,0.0002797785,0.0001245683,0.00005024031],"category_scores_gemma":[0.0002113308,0.0002002893,0.000243053,0.0003656687,0.00006899898,0.0001206035,0.00008011037,0.0003589679,0.00004986504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008217465,"about_ca_system_score_gemma":0.00005884535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003566306,"about_ca_topic_score_gemma":0.00004322979,"domain_scores_codex":[0.9977287,0.0002186816,0.0007466769,0.0004748155,0.0004880795,0.0003430155],"domain_scores_gemma":[0.998952,0.0000771148,0.0002329034,0.0004877158,0.00006428175,0.0001860027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01534635,0.002469971,0.743584,0.01699997,0.002321779,0.004113545,0.03670351,0.0008155343,0.01551168,0.003769572,0.03212023,0.1262439],"study_design_scores_gemma":[0.007103779,0.001223796,0.9386474,0.005708768,0.0008064685,0.001212142,0.01255449,0.006815414,0.005882598,0.0002440962,0.01844306,0.001357979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921056,0.002387821,0.0003042614,0.002751729,0.0006867886,0.0009235966,0.00005482278,0.0001496317,0.0006357539],"genre_scores_gemma":[0.9980054,0.00005645244,0.0003326787,0.0008734018,0.0006170761,0.00003333378,0.00002136029,0.00004373474,0.00001654281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1950634,"threshold_uncertainty_score":0.8167561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.034327048915465,"score_gpt":0.284387622140359,"score_spread":0.250060573224894,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}